A Multi-Granularity Matching Attention Network for Query Intent Classification in E-commerce Retrieval

Author:

Yuan Chunyuan1ORCID,Qiu Yiming1ORCID,Li Mingming1ORCID,Hu Haiqing1ORCID,Wang Songlin1ORCID,Xu Sulong1ORCID

Affiliation:

1. JD.com, Beijing, China, China

Publisher

ACM

Reference21 articles.

1. Fengyu Cai, Wanhao Zhou, Fei Mi, and Boi Faltings. 2021. SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling. arXiv preprint arXiv:2108.11711 (2021).

2. Qian Chen, Zhu Zhuo, and Wen Wang. 2019. Bert for joint intent classification and slot filling. arXiv preprint arXiv:1902.10909 (2019).

3. Homa B Hashemi, Amir Asiaee, and Reiner Kraft. 2016. Query intent detection using convolutional neural networks. In International Conference on Web Search and Data Mining, Workshop on Query Understanding.

4. Jacob Devlin Ming-Wei Chang Kenton and Lee Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of NAACL-HLT. 4171–4186.

5. Diederik P Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014).

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1. A Semi-supervised Multi-channel Graph Convolutional Network for Query Classification in E-commerce;Companion Proceedings of the ACM Web Conference 2024;2024-05-13

2. Enhancing Product Categorization in E-commerce using NLP and Machine Learning;2024 International Conference on Inventive Computation Technologies (ICICT);2024-04-24

3. HCL4QC: Incorporating Hierarchical Category Structures Into Contrastive Learning for E-commerce Query Classification;Proceedings of the 32nd ACM International Conference on Information and Knowledge Management;2023-10-21

4. A Topicality Relevance-Aware Intent Model for Web Search;IEEE Access;2023

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